Multi-camera image stitching calibration system

ABSTRACT

A method of calibrating cameras of a multi-camera vision system for a being-assembled vehicle includes providing a plurality of targets at a vehicle assembly line at a vehicle assembly plant and moving a being-assembled vehicle along the vehicle assembly line. When the being-assembled vehicle is moved along the vehicle assembly line so as to be at provided calibrating targets, at least some targets of the calibrating targets are encompassed by respective fields of view of the cameras of the being-assembled vehicle. The presence of at least one target is determined via processing of captured image data and as the being-assembled vehicle moves along the vehicle assembly line. Responsive to determination of the presence of at least one target, the cameras are calibrated and as the being-assembled vehicle moves along the vehicle assembly line.

CROSS REFERENCE TO RELATED APPLICATIONS

The present application is a continuation of U.S. patent application Ser. No. 14/046,174, filed Oct. 4, 2013, now U.S. Pat. No. 9,723,272, which claims the filing benefits of U.S. provisional applications, Ser. No. 61/710,924, filed Oct. 8, 2012, and Ser. No. 61/710,247, filed Oct. 5, 2012, which are hereby incorporated herein by reference in their entireties.

FIELD OF THE INVENTION

The present invention relates generally to vision systems for vehicles and, more particularly, to vision systems having a plurality of exteriorly facing cameras disposed at a vehicle.

BACKGROUND OF THE INVENTION

Rear backup cameras and other exterior vision systems are known for use in vehicles. Examples of such systems are described in U.S. Pat. Nos. 7,859,565; 6,611,202; 6,222,447; 5,949,331; 5,670,935 and/or 5,550,677, which are hereby incorporated herein by reference in their entireties. Such systems may display images for viewing by the driver of the vehicle that provide a view exterior of the vehicle. It is known to provide a plurality of cameras at a vehicle, such as a forward facing camera, a rearward facing camera and opposite sideward facing cameras, and to stitch together images captured by the cameras to provide a surround view or top down view for displaying for viewing by a driver of the vehicle.

SUMMARY OF THE INVENTION

The present invention provides a means for calibrating the image stitching of the images captured by two or more cameras of a multi-camera vision system of a vehicle.

The present invention provides a simplified calibration process that uses multiple parallel lines with marks or tick marks for multi-camera image stitching calibration. The calibration system of the present invention may calibrate the camera and system while the vehicle is moving along a vehicle assembly line. Special targets trigger image capturing while the vehicle is moving. Optionally, the calibration system may utilize user actuatable inputs to provide a manual calibration process that a user can perform while viewing displayed images derived from image data captured by the vehicle cameras. The captured image data includes areas where there are overlapping fields of view of the cameras, with one or more targets or markings disposed at the overlapping regions to facilitate calibration of one or more of the cameras.

These and other objects, advantages, purposes and features of the present invention will become apparent upon review of the following specification in conjunction with the drawings.

BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1 is a plan view of a vehicle equipped with a multi-camera vision system in accordance with the present invention;

FIG. 2 is a plan view of a vehicle disposed at a calibration pattern in accordance with the present invention;

FIGS. 3-5 are exemplary images captured by a camera and adjusted via the process of the present invention;

FIG. 6 is a plan view of a vehicle having its cameras calibrated in accordance with the present invention;

FIG. 7 is a schematic of a math correction process of the present invention;

FIG. 8 is a schematic of the images before and after a lens-to-sensor misalignment assessment and correction process is performed in accordance with the present invention;

FIGS. 9 and 10 are schematics of images as processed via a perspective correction in accordance with the present invention;

FIGS. 11-16 are plan view of vehicles disposed at various calibration patterns in accordance with the present invention;

FIG. 17 are exemplary user inputs or interfaces suitable for use in the manual calibration process of the present invention;

FIG. 18 shows an image of a top down view of a vehicle before calibration (A) and after calibration (B) via a calibration system of the present invention; and

FIG. 19 is an image of a top down view of a vehicle for calibrating the cameras of the vision system via a graphic overlay means in accordance with the present invention.

DESCRIPTION OF THE PREFERRED EMBODIMENTS

Referring now to the drawings and the illustrative embodiments depicted therein, a vehicle 10 includes an imaging system or vision system 12 that includes at least one exterior facing imaging sensor or camera, such as a rearward facing imaging sensor or camera 14 a (and the system may optionally include multiple exterior facing imaging sensors or cameras, such as a forwardly facing camera 14 b at the front (or at the windshield) of the vehicle, and a sidewardly/rearwardly facing camera 14 c, 14 b at respective sides of the vehicle), which captures images exterior of the vehicle, with the camera having a lens for focusing images at or onto an imaging array or imaging plane or imager of the camera (FIG. 1). The vision system 12 includes a control or processor 18 that is operable to process image data captured by the cameras and may provide displayed images at a display device 16 for viewing by the driver of the vehicle (although shown in FIG. 1 as being part of or incorporated in or at an interior rearview mirror assembly 20 of the vehicle, the control and/or the display device may be disposed elsewhere at or in the vehicle).

The present invention provides a simplified calibration process that uses targets or multiple parallel lines with marks or tick marks 22 for multi-camera image stitching calibration (FIG. 2). The calibration system of the present invention may calibrate the camera and system (such as by adjusting the field of view of the camera or cameras or adjusting image processing of image data captured by the camera or cameras or the like to accommodate for a misalignment or degree of miscalibration of the camera or cameras) while the vehicle is moving along a marked path or lane, such as along a vehicle assembly line or the like. The cameras and the image processing of images captured by the cameras are calibrated and/or adjusted to provide an enhanced stitched top down display image or birds eye view of the vehicle and its surroundings to the driver of the vehicle, as discussed below. The system may utilize aspects of the systems described in International Publication Nos. WO 2013/074604; WO 2012/145818 and WO 2012/145822, which are hereby incorporated herein by reference in their entireties.

Multi-Camera Stitching Calibration:

The stitching calibration process is described below:

The process provides a math model oriented, multi-target based nominal adjustment, where:

-   -   the math model fully characterizes lens distortion and camera         mounting positions;     -   the math model provides for multi-axis dewarping and perspective         change;     -   multiple targets, targets coverage at stitching corners and         camera front center;     -   camera multi-axial (pitch, yaw and roll) deviation measurement         by feature patterns on targets; and     -   camera lens-imager misalignment measurement by feature patterns         on targets.

The system uses the above math models to compute needed angle changes and pixel shifts. A final and minor pixel “nudging” to fine tune field mis-match due to lens deviation from a lens model (distortion curve deviation and cylindrical asymmetricity) is done via controlled and localized movement of group pixels around a stitching border area to achieve sufficient stitching performance.

The calibration of a single camera in accordance with the present invention may utilize the following steps (and with reference to FIGS. 3-5):

-   -   Dewarp (flatten) image;     -   Utilize feature patterns on center targets to calculate         lens-imager misalignment;     -   Utilize feature patterns on corner and center targets to         calculate angle (pitch, yaw and roll) values to rotate;     -   Compensate for camera mounting deviation from nominal angles;         and     -   Utilize perspective remapping and scaling to achieve birds-eye         view.

The calibration for multi-camera stitching in accordance with the present invention may utilize the following steps (and with reference to FIG. 6):

-   -   Merge multiple images to a single birds-eye view;     -   Use target signature patterns in overlapped area to measure         mis-matching distances between the same signature patterns of         two adjacent cameras; and     -   Determine if a larger (greater than a threshold level) mis-match         exists;         -   If a threshold level (or greater than a threshold level) or             degree of mis-match exists, move, stretch and/or rotate the             whole camera image to achieve an acceptable or within             tolerances or thresholds match;         -   If only a small mis-match (less than the threshold level)             exists, stretch and move (nudge) pixels in the overlap area             of adjacent camera images to achieve smooth stitching.

The above large pixel movement or pixel “nudge” should be within defined ranges. If the movement or nudge exceed the defined ranges, the system may run another iteration of single camera calibration and multi-camera matching.

Correction Steps Outline:

Step 1: Math Model by Pre-Programmed Look-up Table or Math Formulas (with Reference to FIG. 7):

-   -   Math model fully transform/corrects lens distortion based on         lens nominal design data;     -   Math model adjusts all four (4) virtual camera positions to a         vertical orientation over a selected floor location based on         nominal vehicle CAD to achieve properly scaled top-down scenes;     -   Results will reveal some imperfections based on some physical         rotation and translation errors common in a real-world         environment;     -   Some distortion correction errors may be evident if the lens         warp center is not at image center;     -   Lens distortion tolerance may be considered negligible and may         not be measured or corrected for;     -   The resulting image or images (at the “After math correction”         portion of FIG. 7) will better facilitate target finding         algorithms.

Step 2: Lens-to-Sensor Misalignment Assessment and Correction (with Reference to FIG. 8):

-   -   The lens-to-sensor misalignment results in a mismatch between         the warp center of the lens or lenses and algorithm's dewarp         center. This mismatch results in a predictable curvature of the         scene which should otherwise be flat. In general, vertical         misalignment will primarily result in curved horizontal lines         while horizontal misalignment will yield curved vertical lines.     -   This curvature is much more apparent when there is a vertical         misalignment vs. horizontal for this type of application. The         reason is that the actual positions of the cameras relative to         the area to be seen necessitates more vertical image stretching.         This amplifies the curvature of horizontal lines while         diminishing the curvature of vertical lines. Furthermore, the         areas to be seen in the final top-view scene show more image         width than height (reference four windows for each camera). This         makes the curvature of a horizontal line much more apparent.     -   The camera assembly systems with reasonable active         lens-to-sensor alignment capabilities will reduce tolerances         enough for horizontal misalignment to be ignored. Only         horizontal target line curvatures need to be assessed to         calculate and correct for vertical error.     -   The relationship between the degree of curvature of horizontal         lines and vertical misalignment of lens to imager centers can be         established by a set of math formulas or a look-up-table. The         degree of curvature of horizontal lines can be measured by         detecting edges and points of the target patterns. Thus, the         vertical misalignment of an individual camera already mounted on         the vehicle can be readily measured by the degree of horizontal         lines of the target. The method of the present invention is         especially advantageous for systems where there is no data         communication between the cameras and the processing ECU, such         that ECU cannot read each individual camera's “intrinsic         parameters”, which include the vertical misalignment of the lens         to the imager center. The “intrinsic parameters” of each camera         can be measured individually at the camera manufacturing and         testing places and can be stored in non-volatile memory, such as         EEPROM and flash memory. However, for the lower cost cameras and         systems where “intrinsic parameters” cannot be saved or         communicated to ECU, the only method to correct for the image         distortion caused by misalignment of the lens to the imager         center is to measure the misalignment during stitching         calibration onsite at the vehicle assembly plant or service         center. The above described method performs such a misalignment         and compensation process.

Step 3: Perspective Correction (with Reference to FIGS. 9 and 10):

-   -   Once all lines are straight, the remaining rotation and         translation errors can be solved for so that perspective         correction can be achieved by adjusting the virtual camera         positions. A math model of homographic transformation         represented by a 3×3 matrix is used to perform the perspective         corrections. Other math models may be used to achieve similar         perspective effects.     -   Aspect changes may be needed as well to better fit the final         scene. The homographic transformation math model can fulfill the         aspect change as well as the part of perspective correction.

Step 4: Pixel Nudge (Fine Tune):

-   -   Determine if large mis-matches (or greater than threshold level         mis-matches) exist at overlap areas:     -   if yes, repeat steps 2 and 3.     -   If only small mis-match (less than threshold level), stretch and         move (nudge) pixels in overlap area of adjacent camera images to         achieve smooth stitching for displayed image.

The system of the present invention may utilize any suitable frame of reference at or near the vehicle for the vehicle to utilize a known or expected pattern or target to determine the calibration of the cameras and system. For example, and with reference to FIGS. 2 and 11-16, suitable target types may include a chess board pattern, continuous or discretely placed, parallel lines (two or more lines at each side of the vehicle), parallel lines with tick marks (such as tick marks or short marks that intersect the parallel lines at an angle, such as at 90 degrees relative to the parallel lines), parallel lines both vertical and horizontal, and/or added special patterns, dots, colors for homographic process and calibration triggering.

Vehicle Assembly Line Calibration with Vehicle Moving with Conveyer Line:

The present invention may use the following technique to calibrate multi-camera systems in a vehicle assembly line. For example, two or more straight lines may be placed at both sides of a vehicle conveyer of the assembly line (such as at or near the end of the assembly line). Multiple tick marks or horizontal short lines may be disposed at or placed on top of the longer straight lines that extend along the conveyor path. The vertical lines are long enough and spaced wide enough apart from the vehicle to cover an area that is required to calibrate multi-camera stitching. The tick marks or shorter lines or markings are placed at or near the corner areas of the vehicle where the adjacent cameras have overlapping fields of view on the ground.

When a vehicle is moved on a conveyer or a flat bed and into the calibration area, the multi-camera system is powered on and in the mode of waiting for trigger of picture acquisition or image capture. Some objects with special or particular shapes, colors, and/or patterns are placed at locations at the side of the conveyer, either on the ground or above ground. The objects are designed to be easily recognized and tracked in the camera images by an image processing unit (such as an image processor inside or part of the camera or an image processor in or part of a multi-camera processing unit). Once the vehicle is moved to a desired position, and the objects in the camera image reach the predefined locations, the processing unit will trigger an event that all the cameras will simultaneously acquire and store the images for the following stitching calibration computation. The stitching calibration process may be the same as the stitching calibration process done in a static fashion, such as described above.

Manual Stitching Calibration:

Using the techniques described above or by other suitable means or methods, the vision system or cameras of a vehicle coming out of a vehicle assembly plant may be calibrated or adjusted with suitable stitching performance. However, when the vehicle is involved in some kind of accident or other circumstances and needs a repair, such as when one or more cameras of a multi camera system is replaced on the vehicle, due to the variation or tolerance of the new camera(s) installation in terms of camera angles, the original stitching may no longer provide proper performance. In an automotive service center where the repair takes place, the environment in the shop floor may not be the same as the assembly plant and may have variations in lighting, space, ground evenness and/or the like. On the other hand, unlike in an assembly plant where the time of calibration for each vehicle is limited, in a service center, the technician has more time to calibrate a multi camera stitching than what's available in an assembly plant. Besides the possibility of using the same automatic calibration target and process as described above, one can use a manual calibration process that involves the adjustment and judgment of a human. The calibration involves human machine interface, such as a video display screen and/or one or more or several buttons or touch sensors or inputs or the like on the display touch panel, or if touch panel is not available, an external device that has buttons or inputs or sensors and connects to vehicle communication bus, or existing vehicle switches, dials, buttons, steering wheel or pedals or any other suitable user input.

Optionally, the calibration process can use any of the calibration targets described above (and such as shown in FIGS. 2 and 11-16).

Manual Calibration Control Interface:

The manual stitching calibration system or process of the present invention requires a human machine interface (HMI) which allows the user to view the real time image and judge the degree of stitching needed to provide the desired display image or images, and to control and manipulate the individual camera image or images. One or multiple targets may be disposed at or laid on the ground around the vehicle, with the patterns (such as lines, squares and/or the like) in the target assisting the user to judge the performance of stitching calibration.

Video Display

The video display in the vehicle, which displays the video output from a multi camera ECU can be used as the video display device. An external video monitor that connects to the video output of the ECU may optionally be used as the display device if it is required or desired for convenience or any other reasons. This external monitor can be a handhold video monitor, a video projector, a video monitor on a rolling cart, or a video display in one's eye glasses or any other suitable display device. The video monitor can have built-in graphic overlay patterns that can be used to assist the technician to perform the stitching calibration, such as like guiding the positioning of ground targets or the like.

Controller

The controller is a device that allows the user to enter commands to manipulate the camera images and to select one or more cameras or other activities during the stitching calibration process. The controller is connected to the multi-camera ECU, such as via a direct communication channel or via a vehicle bus. The following forms of controllers are suitable for use in the system of the present invention.

The controller may comprise or may be responsive to a touch panel of the video monitor that displays real time video. The buttons or sensors or inputs of or on the touch panel allow the user to manipulate images and perform the calibration. The communication of button status and commands may be through an internal vehicle bus network to which the video display and multi-camera ECU are both connected.

The controller may comprise a handheld device that connects to the vehicle bus network through a special port in vehicle. For example, a handheld device used commonly in a vehicle service center can be programmed to add and serve the stitching calibration purpose.

Using an existing control mechanism of the vehicle, for example, the buttons, dials and even steering wheel and pedals of the vehicle may also or otherwise be used while remaining within the spirit and scope of the present invention. Those existing mechanisms include and may not be limited to: cruise control buttons or inputs, radio control buttons or inputs, heat and A/C control buttons or dials or inputs, light switches, windshield wiper control dials or buttons or inputs, the vehicle steering wheel, the brake and/or gas pedal and/or the like. Using these existing control mechanisms in the vehicle during service center calibration allows the vehicle manufacturers to save the cost of designing and providing a separate control device and deploying such a device to thousands of dealer service centers.

Buttons to Manipulate Image:

The buttons or user inputs that the user can use during the manual calibration may include, but may not be limited to, the following:

-   -   Horizontal corner stretching and compression     -   Vertical corner stretching and compression     -   Horizontal stretching and compression     -   Vertical stretching and compression     -   Rotation—clockwise and counterclockwise     -   Horizontal shift     -   Vertical shift     -   Camera selection     -   Start and stop as optional

Examples of touch panel on screen buttons or inputs or sensors are shown in FIG. 17. The images of those buttons or their deviations may also be shown on the screen even when an external device or existing mechanism or mechanisms of the vehicle are used. When an external button is pushed or toggled or actuated or another form of user input is pushed or toggled or actuated, a corresponding button or icon on the video screen may be highlighted and thus may signal to the user that this is selected input and action. The on screen buttons or icons or inputs may be displayed in an overlay graph and may have a semi-transparent nature.

Manual Calibration Process:

One Camera Calibration:

When only one camera needs to be calibrated, the technician can use the two adjacent cameras, which are still in good stitching status, as the calibration reference. The goal of the calibration process and the way to judge a good calibration is to manipulate the image of the camera being calibrated such that the patterns at the border match and smoothly transition between the good camera and the camera being calibrated. Also, when the camera is properly calibrated, the straight lines of the target will appear straight and the rectangles or squares of the target will be in their right shapes and scales.

As an example, and with reference to FIG. 18, image (A), the right side camera in a four camera system is out of calibration. The line pattern on the ground appears in the image as mismatched or not properly calibrated in the right side camera section. By manually rotating, stretching, and shifting the image, such as by using the appropriate push buttons or toggle buttons or user inputs, a user or technician can restore the left side camera image to a smoothly stitched with adjacent image sections, such as illustrated in image (B). This process of stitching calibration is based on direct human adjustment and judgment. It may take longer than the automatic stitching calibration described above, but it is suitable for use in an automotive service center where the conditions for automatic stitching calibration may not be feasible or met, due to, for example, improper lighting, inadequate space, and/or the like. On the other hand, a service center allows more time than an assembly plant for a technician to calibrate a multi camera stitching.

Target Overlay:

Optionally, and as a tool to assist manual calibration process, the multi-camera ECU may be operable to generate an overlay pattern on the output image or displayed image. The overlay provides guidance to the person who is performing the calibration to position the target or targets at the ground around or by the vehicle to a proper and accurate location and angle relative to the vehicle. As an example, the crosses 24 shown in FIG. 19 (which may be colored or otherwise highlighted so as to be readily visible by the user during the calibration process) are overlay patterns that should (when the cameras are calibrated) overlap with the crossing points of horizontal and vertical lines of targets. The technician can use the overlay graph to move the target on the ground to the correct positions.

Two Cameras Calibration:

When two cameras need to be calibrated, and the two cameras are not adjacent to each other, the two other cameras can be used as calibration references. The process of calibration is to calibrate one camera at a time until both cameras are calibrated.

When the two cameras are adjacent one another and need to be calibrated, one can calibrate the one in the front or rear of the vehicle first, since the field of view of the front or rear camera is typically smaller than the field of view of either of the side cameras and thus easier to judge the deviation of target lines from the camera's calibrated state and from the adjacent good (calibrated) camera that can be served as the reference. As a main criteria, the lines should appear as straight and the rectangles or squares should appear in their right shapes and scales. At the border with the already calibrated camera, the patterns shall transition smoothly and continuously across the border or overlapping areas of the images. After the first camera is manipulated to reach the satisfactory state, one can use this first calibrated camera and the other already calibrated camera as calibration references for the second camera calibration. The calibration process for each camera may be similar to the single calibration process described above. After an initial calibration of the cameras, there may be the need to run another iteration of calibrating the first camera and then the second camera, since the first camera may not be calibrated properly via the initial calibration and this may be more evident when it is between two adjacent calibrated cameras. After the two cameras have run through the first pass of calibration, one can have a better view of how the whole birds eye view stitching performance looks and do some fine tuning of the two camera calibrations.

Three Camera Calibration:

When three of the four cameras of a multi-camera system are in need of calibration, one should first calibrate the camera adjacent to the remaining already calibrated camera for using the calibrated camera as the reference. As a main criteria, the lines shall appear as straight and the rectangles or square appear in their right shapes and scales. At the border with the already calibrated camera, the patterns shall transit smoothly and continuously across. When the first camera is calibrated, one can then follow the process described above for calibrating two adjacent cameras to perform calibration to the remaining two cameras. As in the process of calibrating two adjacent cameras, one might need to run another iteration to fine tune the camera manipulation of each of the three cameras to reach an optimized overall stitching calibration.

Four Camera Calibration:

When all four cameras are in need of stitching calibration, one may calibrate the front or rear camera first. The criteria are to manipulate the camera image so that the target lines appear straight and the rectangles or squares appear in their right shapes and scales. The horizontal lines appear level in the image to compensate for any camera rotation. One can use the calibration target pattern overlay described in the overlay section to judge the levelness of horizontal lines. Once the first camera is calibrated or roughly calibrated, one can follow the three camera calibration process described above to calibrate the remaining three cameras. One or more additional iterations of the calibration process may be performed to fine tune the camera manipulation of each of the four cameras to reach an optimized overall stitching calibration.

Therefore, the present invention provides a calibration process for manually and/or automatically calibrating one or more or all of the cameras of a multi-camera vision system of a vehicle. For example, the present invention provides a calibration process for calibrating the front, rear and driver side and passenger side cameras for a surround view or top-down view vision system of a vehicle.

Optionally, the vision system (utilizing the forward facing camera and a rearward facing camera and other cameras disposed at the vehicle with exterior fields of view) may be part of or may provide a display of a top-down view or birds-eye view system of the vehicle or a surround view at the vehicle, such as by utilizing aspects of the vision systems described International Publication Nos. WO 2010/099416; WO 2011/028686; WO 2012/075250; WO 2013/019795; WO 2012-075250; WO 2012/154919; WO 2012/0116043; WO 2012/0145501 and/or WO 2012/0145313, and/or PCT Application No. PCT/CA2012/000378, filed Apr. 25, 2012, and published Nov. 1, 2012 as International PCT Publication No. WO 2012/145822, and/or PCT Application No. PCT/US2012/066571, filed Nov. 27, 2012, and published Jun. 6, 2013 as International PCT Publication No. WO 2013/081985, and/or PCT Application No. PCT/US2012/068331, filed Dec. 7, 2012, and published Jun. 13, 2013 as International PCT Publication No. WO 2013/086249, and/or PCT Application No. PCT/US2013/022119, filed Jan. 18, 2013, and published Jul. 25, 2013 as International PCT Publication No. WO 2013/109869, and/or U.S. patent application Ser. No. 13/333,337, filed Dec. 21, 2011, now U.S. Pat. No. 9,264,672, which are hereby incorporated herein by reference in their entireties.

The image processing and algorithmic processing may comprise any suitable means for processing the images and/or image data. For example, the vision system and/or processing may utilize aspects described in U.S. Pat. Nos. 7,005,974; 5,760,962; 5,877,897; 5,796,094; 5,949,331; 6,222,447; 6,302,545; 6,396,397; 6,498,620; 6,523,964; 6,611,202; 6,201,642; 6,690,268; 6,717,610; 6,757,109; 6,802,617; 6,806,452; 6,822,563; 6,891,563; 6,946,978; 7,859,565; 5,550,677; 5,670,935; 6,636,258; 7,145,519; 7,161,616; 7,230,640; 7,248,283; 7,295,229; 7,301,466; 7,592,928; 7,881,496; 7,720,580; 7,038,577; 6,882,287; 5,929,786 and/or 5,786,772, and/or International Publication Nos. 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No. 61/838,619, filed Jun. 24, 2013; Ser. No. 61/838,621, filed Jun. 24, 2013; Ser. No. 61/837,955, filed Jun. 21, 2013; Ser. No. 61/836,900, filed Jun. 19, 2013; Ser. No. 61/836,380, filed Jun. 18, 2013; Ser. No. 61/834,129, filed Jun. 12, 2013; Ser. No. 61/834,128, filed Jun. 12, 2013; Ser. No. 61/833,080, filed Jun. 10, 2013; Ser. No. 61/830,375, filed Jun. 3, 2013; Ser. No. 61/830,377, filed Jun. 3, 2013; Ser. No. 61/825,752, filed May 21, 2013; Ser. No. 61/825,753, filed May 21, 2013; Ser. No. 61/823,648, filed May 15, 2013; Ser. No. 61/823,644, filed May 15, 2013; Ser. No. 61/821,922, filed May 10, 2013; Ser. No. 61/819,835, filed May 6, 2013; Ser. No. 61/819,033, filed May 3, 2013; Ser. No. 61/16,956, filed Apr. 29, 2013; Ser. No. 61/815,044, filed Apr. 23, 2013; Ser. No. 61/814,533, filed Apr. 22, 2013; Ser. No. 61/813,361, filed Apr. 18, 2013; Ser. No. 61/840,407, filed Apr. 10, 2013; Ser. No. 61/808,930, filed Apr. 5, 2013; Ser. No. 61/807,050, filed Apr. 1, 2013; Ser. No. 61/806,674, filed Mar. 29, 2013; Ser. No. 61/806,673, filed Mar. 29, 2013; Ser. No. 61/804,786, filed Mar. 25, 2013; Ser. No. 61/793,592, filed Mar. 15, 2013; Ser. No. 61/793,614, filed Mar. 15, 2013; Ser. No. 61/772,015, filed Mar. 4, 2013; Ser. No. 61/772,014, filed Mar. 4, 2013; Ser. No. 61/770,051, filed Feb. 27, 2013; Ser. No. 61/770,048, filed Feb. 27, 2013; Ser. No. 61/766,883, filed Feb. 20, 2013; Ser. No. 61/760,366, filed Feb. 4, 2013; Ser. No. 61/760,364, filed Feb. 4, 2013; Ser. No. 61/758,537, filed Jan. 30, 2013; Ser. No. 61/756,832, filed Jan. 25, 2013; Ser. No. 61/754,804, filed Jan. 21, 2013; Ser. No. 61/745,925, filed Dec. 26, 2012; Ser. No. 61/745,864, filed Dec. 26, 2012; Ser. No. 61/736,104, filed Dec. 12, 2012; Ser. No. 61/736,103, filed Dec. 12, 2012; Ser. No. 61/735,314, filed Dec. 10, 2012; Ser. No. 61/734,457, filed Dec. 7, 2012; Ser. No. 61/733,598, filed Dec. 5, 2012; Ser. No. 61/733,093, filed Dec. 4, 2012; Ser. No. 61/727,912, filed Nov. 19, 2012; Ser. No. 61/727,911, filed Nov. 19, 2012; Ser. No. 61/727,910, filed Nov. 19, 2012; Ser. No. 61/718,382, filed Oct. 25, 2012; and/or Ser. No. 61/713,772, filed Oct. 15, 2012, which are all hereby incorporated herein by reference in their entireties. The system may communicate with other communication systems via any suitable means, such as by utilizing aspects of the systems described in International Publication No. WO 2013/043661, PCT Application No. PCT/US10/038477, filed Jun. 14, 2010, and/or PCT Application No. PCT/US2012/066571, filed Nov. 27, 2012, and published Jun. 6, 2013 as International PCT Publication No. WO 2013/081985, and/or U.S. patent application Ser. No. 13/202,005, filed Aug. 17, 2011, now U.S. Pat. No. 9,126,525, which are hereby incorporated herein by reference in their entireties.

Typically, a rearward facing camera for a rear vision system or backup assist system is activated responsive to the driver of the equipped vehicle shifting the gear actuator into a reverse gear position, whereby video images captured by the camera are displayed at the video display screen. When the reversing maneuver is completed, such as when the driver of the vehicle finally shifts the gear actuator out of the reverse gear position (and into either a park or neutral position or a forward gear position), display of the images captured by the camera ceases and the camera is often deactivated. The vision display system may operate to display the rearward images at the video mirror display responsive to the driver of the vehicle shifting the vehicle into a reverse gear such as by utilizing aspects of the vision systems described in U.S. Pat. Nos. 5,550,677; 5,670,935; 6,498,620; 6,222,447 and/or 5,949,331, and/or PCT Application No. PCT/US2011/056295, filed Oct. 14, 2011 and published Apr. 19, 2012 as International Publication No. WO 2012/051500, and/or U.S. patent application Ser. No. 13/333,337, filed Dec. 21, 2011, now U.S. Pat. No. 9,264,672, which are hereby incorporated herein by reference in their entireties.

The rearward facing camera or camera module may comprise any suitable camera or imaging sensor, and may utilize aspects of the cameras or sensors described in U.S. Pat. Nos. 7,965,336 and/or 7,480,149, and/or U.S. patent application Ser. No. 12/091,359, filed Apr. 24, 2008 and published Oct. 1, 2009 as U.S. Publication No. US-2009-0244361, which are hereby incorporated herein by reference in their entireties. The imaging array sensor may comprise any suitable sensor, and may utilize various imaging sensors or imaging array sensors or cameras or the like, such as a CMOS imaging array sensor, a CCD sensor or other sensors or the like, such as the types described in U.S. Pat. Nos. 5,550,677; 5,670,935; 5,760,962; 5,715,093; 5,877,897; 6,922,292; 6,757,109; 6,717,610; 6,590,719; 6,201,642; 6,498,620; 5,796,094; 6,097,023; 6,320,176; 6,559,435; 6,831,261; 6,806,452; 6,396,397; 6,822,563; 6,946,978; 7,720,580; 7,965,336; 7,339,149; 7,038,577 and 7,004,606; and/or PCT Application No. PCT/US2008/076022, filed Sep. 11, 2008 and published Mar. 19, 2009 as International Publication No. WO/2009/036176, and/or PCT Application No. PCT/US2008/078700, filed Oct. 3, 2008 and published Apr. 9, 2009 as International Publication No. WO/2009/046268, which are all hereby incorporated herein by reference in their entireties.

Optionally, the exterior facing camera or cameras (such as, for example, the forward facing camera and/or the rearward facing camera and/or the sideward facing cameras) may have a wide angle rearward field of view, such as a wide angle rearward field of view that encompasses about 185 degrees (fields of view larger and smaller than this may be contemplated while remaining within the spirit and scope of the present invention). Thus, during a reversing maneuver, the rearward facing camera and video processor and video display screen can operate to display entire images (or substantially entire images) captured by the rearward facing camera (such as, for example, images encompassed by the about 185 degree field of view of the camera), in order to provide video images to the driver of the vehicle of a wide area or region or blind zone immediately rearward of the vehicle to assist the driver of the vehicle in making the reversing maneuver. The rearward facing camera and/or video processor and/or video display screen and/or backup assist system may utilize aspects of the systems described in U.S. Pat. Nos. 5,550,677; 5,760,962; 5,670,935; 6,201,642; 6,396,397; 6,498,620; 6,717,610; 6,757,109; 7,005,974 and/or 7,265,656, which are hereby incorporated herein by reference in their entireties.

The camera module and circuit chip or board and imaging sensor and processor may be implemented and operated in connection with various vehicular vision-based systems, and/or may be operable utilizing the principles of such other vehicular systems, such as a vehicle headlamp control system, such as the type disclosed in U.S. Pat. Nos. 5,796,094; 6,097,023; 6,320,176; 6,559,435; 6,831,261; 7,004,606; 7,339,149 and/or 7,526,103, which are all hereby incorporated herein by reference in their entireties, a rain sensor, such as the types disclosed in commonly assigned U.S. Pat. Nos. 6,353,392; 6,313,454; 6,320,176 and/or 7,480,149, which are hereby incorporated herein by reference in their entireties, a vehicle vision system, such as a forwardly, sidewardly or rearwardly directed vehicle vision system utilizing principles disclosed in U.S. Pat. Nos. 5,550,677; 5,670,935; 5,760,962; 5,877,897; 5,949,331; 6,222,447; 6,302,545; 6,396,397; 6,498,620; 6,523,964; 6,611,202; 6,201,642; 6,690,268; 6,717,610; 6,757,109; 6,802,617; 6,806,452; 6,822,563; 6,891,563; 6,946,978 and/or 7,859,565, which are all hereby incorporated herein by reference in their entireties, a trailer hitching aid or tow check system, such as the type disclosed in U.S. Pat. No. 7,005,974, which is hereby incorporated herein by reference in its entirety, a reverse or sideward imaging system, such as for a lane change assistance system or lane departure warning system or for a blind spot or object detection system, such as imaging or detection systems of the types disclosed in U.S. Pat. Nos. 7,881,496; 7,720,580; 7,038,577; 5,929,786 and/or 5,786,772, and/or U.S. provisional application Ser. No. 60/618,686, filed Oct. 14, 2004, which are hereby incorporated herein by reference in their entireties, a video device for internal cabin surveillance and/or video telephone function, such as disclosed in U.S. Pat. Nos. 5,760,962; 5,877,897; 6,690,268 and/or 7,370,983, and/or U.S. patent application Ser. No. 10/538,724, filed Jun. 13, 2005 and published Mar. 9, 2006 as U.S. Publication No. US-2006-0050018, which are hereby incorporated herein by reference in their entireties, a traffic sign recognition system, a system for determining a distance to a leading or trailing vehicle or object, such as a system utilizing the principles disclosed in U.S. Pat. Nos. 6,396,397 and/or 7,123,168, which are hereby incorporated herein by reference in their entireties, and/or the like.

Optionally, the circuit board or chip (such as of the display or camera system or image processor or the like) may include circuitry for the imaging array sensor and or other electronic accessories or features, such as by utilizing compass-on-a-chip or EC driver-on-a-chip technology and aspects such as described in U.S. Pat. No. 7,255,451 and/or U.S. Pat. No. 7,480,149; and/or U.S. patent application Ser. No. 11/226,628, filed Sep. 14, 2005 and published Mar. 23, 2006 as U.S. Publication No. US-2006-0061008, and/or Ser. No. 12/578,732, filed Oct. 14, 2009, now U.S. Pat. No. 9,487,144, which are hereby incorporated herein by reference in their entireties.

The display is operable to display the captured rearward images and may comprise a video display and may utilize aspects of the video display devices or modules described in U.S. Pat. Nos. 6,690,268; 7,184,190; 7,274,501; 7,370,983; 7,446,650 and/or 7,855,755, and/or U.S. patent application Ser. No. 10/538,724, filed Jun. 13, 2005 and published Mar. 9, 2006 as U.S. Publication No. US-2006-0050018, which are all hereby incorporated herein by reference in their entireties. The video display may be operable to display images captured by one or more imaging sensors or cameras at the vehicle. The imaging device and control and image processor and any associated illumination source, if applicable, may comprise any suitable components, and may utilize aspects of the cameras and vision systems described in U.S. Pat. Nos. 5,550,677; 5,877,897; 6,498,620; 5,670,935; 5,796,094; 6,396,397; 6,806,452; 6,690,268; 6,198,409; 7,005,974; 7,123,168; 7,004,606; 6,946,978; 7,038,577; 6,353,392; 6,320,176; 6,313,454 and 6,824,281, which are all hereby incorporated herein by reference in their entireties.

The video display screen may disposed at an interior rearview mirror assembly of the vehicle (such as in a mirror casing and behind a reflective element of a mirror assembly such that displayed information is viewable through the reflective element of the mirror assembly). The interior mirror assembly may comprise an electro-optic reflective element, such as an electrochromic reflective element, having a transflective mirror reflector (such as one or more thin metallic films or coatings disposed on a surface of a substrate of the reflective element, such as disposed on the front surface of the rear substrate, commonly referred to as the third surface of the mirror reflective element) that is partially transmissive of visible light therethrough and partially reflectant of visible light incident thereon, such as a mirror reflective element of the types described in U.S. Pat. Nos. 7,274,501; 7,255,451; 7,195,381; 7,184,190; 5,668,663; 5,724,187 and/or 6,690,268, which are all hereby incorporated herein by reference in their entireties). Thus, the video display screen, when operating to display video images or the like, is viewable through the transflective mirror reflector and the mirror reflective element by the driver of the vehicle and, when the video display screen is not operating to display video images or the like, the video display screen is not readily viewable or observable or discernible to the driver of the vehicle, such that the presence of the video display screen is rendered covert by the transflective mirror reflector and the driver of the vehicle normally views the mirror reflector and reflective element to view the reflected rearward image at the mirror reflective element. Optionally, the video display screen may be disposed elsewhere in the vehicle, such as at or in an accessory module or windshield electronics module or overhead console or center stack region of the instrument panel or elsewhere at the instrument panel or other areas of the vehicle, while remaining within the spirit and scope of the present invention.

Optionally, the mirror assembly may include one or more displays, such as the types disclosed in U.S. Pat. Nos. 5,530,240 and/or 6,329,925, which are hereby incorporated herein by reference in their entireties, and/or display-on-demand transflective type displays, such as the types disclosed in U.S. Pat. Nos. 7,855,755; 7,626,749; 7,581,859; 7,338,177; 7,274,501; 7,255,451; 7,195,381; 7,184,190; 5,668,663; 5,724,187 and/or 6,690,268, and/or in U.S. patent application Ser. No. 11/226,628, filed Sep. 14, 2005 and published Mar. 23, 2006 as U.S. Publication No. US-2006-0061008; and/or Ser. No. 10/538,724, filed Jun. 13, 2005 and published Mar. 9, 2006 as U.S. Publication No. US-2006-0050018, which are all hereby incorporated herein by reference in their entireties, so that the displays are viewable through the reflective element, while the display area still functions to substantially reflect light, in order to provide a generally uniform prismatic reflective element even in the areas that have display elements positioned behind the reflective element. The thicknesses and materials of the coatings on the substrates, such as on the third surface of the reflective element assembly, may be selected to provide a desired color or tint to the mirror reflective element, such as a blue colored reflector, such as is known in the art and such as described in U.S. Pat. Nos. 5,910,854; 6,420,036 and/or 7,274,501, which are all hereby incorporated herein by reference in their entireties.

Optionally, the vehicle may include one or more other accessories at or within the mirror assembly or otherwise associated with or near the mirror assembly, such as one or more electrical or electronic devices or accessories, such as a blind spot detection system, such as disclosed in U.S. Pat. Nos. 5,929,786; 8,058,977; 5,786,772; 7,720,580; 7,492,281; 7,038,577 and 6,882,287, a communication module, such as disclosed in U.S. Pat. No. 5,798,688, a voice recorder, microphones, such as disclosed in U.S. Pat. Nos. 7,657,052; 6,243,003; 6,278,377 and/or 6,420,975, speakers, antennas, including global positioning system (GPS) or cellular phone antennas, such as disclosed in U.S. Pat. No. 5,971,552, transmitters and/or receivers, such as a garage door opener or the like or a vehicle door unlocking system or the like (such as a remote keyless entry system), a digital network, such as described in U.S. Pat. No. 5,798,575, a high/low headlamp controller, such as a camera-based headlamp control, such as disclosed in U.S. Pat. Nos. 5,796,094 and/or 5,715,093 and/or U.S. patent application Ser. No. 12/781,119, filed May 17, 2010 and published Nov. 17, 2011 as U.S. Publication No. US 2011-0280026, a memory mirror system, such as disclosed in U.S. Pat. No. 5,796,176, a hands-free phone attachment, a video device for internal cabin surveillance and/or video telephone function, such as disclosed in U.S. Pat. Nos. 5,760,962 and/or 5,877,897, a remote keyless entry receiver, lights, such as map reading lights or one or more other lights or illumination sources, such as disclosed in U.S. Pat. Nos. 6,690,268; 5,938,321; 5,813,745; 5,820,245; 5,673,994; 5,649,756; 5,178,448; 5,671,996; 4,646,210; 4,733,336; 4,807,096; 6,042,253; 5,669,698; 7,195,381; 6,971,775 and/or 7,249,860, an imaging system or components or circuitry or display thereof, such as an imaging and/or display system of the types described in U.S. Pat. Nos. 7,881,496; 7,526,103; 7,400,435; 6,690,268 and 6,847,487, and/or U.S. patent application Ser. No. 12/578,732, filed Oct. 14, 2009, now U.S. Pat. No. 9,487,144; and/or Ser. No. 12/508,840, filed Jul. 24, 2009 and published Jan. 28, 2010 as U.S. Publication No. US 2010-0020170, an alert system, such as an alert system of the types described in PCT Application No. PCT/US2010/25545, filed Feb. 26, 2010 and published Sep. 2, 2010 as International Publication No. WO 2010/099416, a video device for internal cabin surveillance (such as for sleep detection or driver drowsiness detection or the like) and/or video telephone function, such as disclosed in U.S. Pat. Nos. 5,760,962 and/or 5,877,897, a remote keyless entry receiver, a seat occupancy detector, a remote starter control, a yaw sensor, a clock, a carbon monoxide detector, status displays, such as displays that display a status of a door of the vehicle, a transmission selection (4wd/2wd or traction control (TCS) or the like), an antilock braking system, a road condition (that may warn the driver of icy road conditions) and/or the like, a trip computer, a tire pressure monitoring system (TPMS) receiver (such as described in U.S. Pat. Nos. 6,124,647; 6,294,989; 6,445,287; 6,472,979; 6,731,205 and/or 7,423,522), and/or an ONSTAR® system, a compass, such as disclosed in U.S. Pat. Nos. 5,924,212; 4,862,594; 4,937,945; 5,131,154; 5,255,442 and/or 5,632,092, a control system, such as a control system of the types described in PCT Application No. PCT/US10/38477, filed Jun. 14, 2010 and published Dec. 16, 2010 as International Publication No. WO 2010/144900, and/or any other accessory or circuitry or the like (with the disclosures of the above-referenced patents and patent applications and PCT applications being hereby incorporated herein by reference in their entireties).

The accessory or accessories may be positioned at or within a mirror casing of the interior rearview mirror assembly and may be included on or integrated in the printed circuit board positioned within the mirror casing, such as along a rear surface of the reflective element or elsewhere within a cavity defined by the casing, without affecting the scope of the present invention. The user actuatable inputs described above may be actuatable to control and/or adjust the accessories of the mirror assembly/system and/or an overhead console and/or an accessory module/windshield electronics module and/or the vehicle. The connection or link between the controls and the systems or accessories may be provided via vehicle electronic or communication systems and the like, and may be connected via various protocols or nodes, such as BLUETOOTH®, SCP, UBP, J1850, CAN J2284, Fire Wire 1394, MOST, LIN, FLEXRAY™, Byte Flight and/or the like, or other vehicle-based or in-vehicle communication links or systems (such as WIFI and/or IRDA) and/or the like, depending on the particular application of the mirror/accessory system and the vehicle. Optionally, the connections or links may be provided via wireless connectivity or links, such as via a wireless communication network or system, such as described in U.S. Pat. No. 7,004,593, which is hereby incorporated herein by reference in its entirety, without affecting the scope of the present invention.

Optionally, a display and any associated user inputs may be associated with various accessories or systems, such as, for example, a tire pressure monitoring system or a passenger air bag status or a garage door opening system or a telematics system or any other accessory or system of the mirror assembly or of the vehicle or of an accessory module or console of the vehicle, such as an accessory module or console of the types described in U.S. Pat. Nos. 7,289,037; 6,877,888; 6,824,281; 6,690,268; 6,672,744; 6,386,742 and 6,124,886, and/or U.S. patent application Ser. No. 10/538,724, filed Jun. 13, 2005 and published Mar. 9, 2006 as U.S. Publication No. US-2006-0050018, which are hereby incorporated herein by reference in their entireties.

Changes and modifications in the specifically described embodiments may be carried out without departing from the principles of the present invention, which is intended to be limited only by the scope of the appended claims as interpreted according to the principles of patent law. 

The invention claimed is:
 1. A method of calibrating cameras of a multi-camera vision system for a vehicle moving along a vehicle assembly line, said method comprising: providing a plurality of targets at a vehicle assembly line at a vehicle assembly plant; equipping a vehicle that is being conveyed along the vehicle assembly line with a plurality of cameras that includes (i) a front camera disposed at a front portion of the vehicle and viewing at least forward of the vehicle, (ii) a driver-side camera disposed at a driver side of the vehicle and viewing at least sideward of the vehicle, (iii) a passenger-side camera disposed at a passenger side of the vehicle and viewing at least sideward of the vehicle, and (iv) a rear camera disposed at a rear of the vehicle and viewing at least rearward of the vehicle; moving the vehicle along the vehicle assembly line; wherein providing a plurality of targets at the vehicle assembly line comprises providing a plurality of calibrating targets; wherein, when the vehicle is moved along the vehicle assembly line so as to be at the provided calibrating targets, at least some targets of the calibrating targets are encompassed by respective fields of view of the front camera, the driver-side camera, the passenger-side camera and the rear camera; capturing image data with the cameras as the vehicle moves along the vehicle assembly line; determining, via processing of captured image data and as the vehicle moves along the vehicle assembly line, presence of at least one target of the plurality of targets in the field of view of at least one of the cameras; and responsive to determination of presence of at least one target in the field of view of at least one of the cameras, calibrating the cameras via processing captured image data and determining presence of the calibrating targets in the respective fields of view of the front camera, the driver-side camera, the passenger-side camera, and the rear camera as the vehicle moves along the vehicle assembly line.
 2. The method of claim 1, wherein providing a plurality of calibrating targets comprises providing a plurality of calibrating targets at ground locations at the vehicle assembly line so as to be within overlapping portions of the fields of views of respective pairs of cameras when the vehicle is moved so as to be at the calibrating targets.
 3. The method of claim 2, wherein the plurality of calibrating targets comprises at least two longitudinal lines extending longitudinally along the direction that the vehicle is moving at either side of the vehicle assembly line, with a plurality of tick marks extending laterally from the longitudinal lines.
 4. The method of claim 1, wherein providing a plurality of targets at the vehicle assembly line comprises providing at least one triggering target at the vehicle assembly line, and wherein calibrating the cameras is responsive to determining, via processing of captured image data and as the vehicle moves along the vehicle assembly line, presence of at least one triggering target in the field of view of at least one of the cameras.
 5. The method of claim 4, wherein, responsive to determining presence of at least one triggering target, capturing and storing image data for a stitching calibration computation.
 6. The method of claim 1, wherein calibrating the cameras comprises, via processing of image data captured by the cameras, determining multi-axial orientation of the cameras.
 7. The method of claim 6, wherein determining multi-axial orientation of the cameras comprises determining pitch, yaw and roll of each of the cameras.
 8. The method of claim 1, wherein calibrating the cameras comprises utilizing a math model to at least in part correct for lens distortion of a lens of each of the cameras based on lens nominal design data.
 9. The method of claim 1, wherein calibrating the cameras comprises utilizing a lens-to-sensor misalignment assessment and correction by determining a relationship between the degree of curvature of horizontal lines and vertical misalignment of a lens to a center of an imager for each of the cameras.
 10. The method of claim 1, wherein calibrating the cameras comprises utilizing a perspective correction to at least in part correct for rotation and translation errors.
 11. The method of claim 10, wherein utilizing a perspective correction comprises utilizing a math model of homographic transformation represented by a 3×3 matrix.
 12. The method of claim 1, wherein calibrating the cameras comprises calibrating the cameras via an initial calibration process and, following the initial calibration process, a fine tuning process that fine tunes to enhance stitching for images derived from image data captured by the cameras that are displayable at a display screen of the vehicle.
 13. The method of claim 1, comprising determining a degree of curvature of horizontal lines by detecting edges and points of the provided targets.
 14. The method of claim 1, comprising providing a display device operable to display images derived from image data captured by the cameras.
 15. A method of calibrating cameras of a multi-camera vision system for a vehicle moving along a vehicle assembly line, said method comprising: providing a plurality of targets at a vehicle assembly line at a vehicle assembly plant; equipping a vehicle that is being conveyed along the vehicle assembly line with a plurality of cameras that includes (i) a front camera disposed at a front portion of the vehicle and viewing at least forward of the vehicle, (ii) a driver-side camera disposed at a driver side of the vehicle and viewing at least sideward of the vehicle, (iii) a passenger-side camera disposed at a passenger side of the vehicle and viewing at least sideward of the vehicle, and (iv) a rear camera disposed at a rear of the vehicle and viewing at least rearward of the vehicle; moving the vehicle along the vehicle assembly line; wherein providing a plurality of targets at the vehicle assembly line comprises providing a plurality of calibrating targets; wherein, when the vehicle is moved along the vehicle assembly line so as to be at the provided calibrating targets, at least some targets of the calibrating targets are encompassed by respective fields of view of the front camera, the driver-side camera, the passenger-side camera and the rear camera; wherein providing a plurality of calibrating targets comprises providing a plurality of calibrating targets at ground locations at the vehicle assembly line so as to be within overlapping portions of the fields of views of respective pairs of cameras when the vehicle is moved so as to be at the calibrating targets; capturing image data with the cameras as the vehicle moves along the vehicle assembly line; determining, via processing of captured image data and as the vehicle moves along the vehicle assembly line, presence of at least one target of the plurality of targets in the field of view of at least one of the cameras; responsive to determination of presence of at least one target in the field of view of at least one of the cameras, calibrating the cameras via processing captured image data and determining presence of the calibrating targets in the respective fields of view of the front camera, the driver-side camera, the passenger-side camera, and the rear camera as the vehicle moves along the vehicle assembly line; and wherein calibrating the cameras comprises, via processing of image data captured by the cameras, determining multi-axial orientation of the cameras.
 16. The method of claim 15, wherein providing a plurality of targets at the vehicle assembly line comprises providing at least one triggering target at the vehicle assembly line, and wherein calibrating the cameras is responsive to determining, via processing of captured image data and as the vehicle moves along the vehicle assembly line, presence of at least one triggering target in the field of view of at least one of the cameras.
 17. The method of claim 15, wherein determining multi-axial deviation of the cameras comprises determining pitch, yaw and roll of each of the cameras.
 18. A method of calibrating cameras of a multi-camera vision system for a vehicle moving along a vehicle assembly line, said method comprising: providing a plurality of targets at a vehicle assembly line at a vehicle assembly plant; equipping a vehicle that is being conveyed along the vehicle assembly line with a plurality of cameras that includes (i) a front camera disposed at a front portion of the vehicle and viewing at least forward of the vehicle, (ii) a driver-side camera disposed at a driver side of the vehicle and viewing at least sideward of the vehicle, (iii) a passenger-side camera disposed at a passenger side of the vehicle and viewing at least sideward of the vehicle, and (iv) a rear camera disposed at a rear of the vehicle and viewing at least rearward of the vehicle; moving the vehicle along the vehicle assembly line; wherein providing a plurality of targets at the vehicle assembly line comprises providing a plurality of calibrating targets; wherein, when the vehicle is moved along the vehicle assembly line so as to be at the provided calibrating targets, at least some targets of the calibrating targets are encompassed by respective fields of view of the front camera, the driver-side camera, the passenger-side camera and the rear camera; wherein providing a plurality of calibrating targets comprises providing a plurality of calibrating targets at ground locations at the vehicle assembly line so as to be within overlapping portions of the fields of views of respective pairs of cameras when the vehicle is moved so as to be at the calibrating targets; capturing image data with the cameras as the vehicle moves along the vehicle assembly line; determining, via processing of captured image data and as the vehicle moves along the vehicle assembly line, presence of at least one target of the plurality of targets in the field of view of at least one of the cameras; responsive to determination of presence of at least one target in the field of view of at least one of the cameras, calibrating the cameras via processing captured image data and determining presence of the calibrating targets in the respective fields of view of the front camera, the driver-side camera, the passenger-side camera, and the rear camera as the vehicle moves along the vehicle assembly line; and wherein calibrating the cameras comprises calibrating the cameras via an initial calibration process and, following the initial calibration process, a fine tuning process that fine tunes to enhance stitching for images derived from image data captured by the cameras that are displayable at a display screen of the vehicle.
 19. The method of claim 18, wherein providing a plurality of targets at the vehicle assembly line comprises providing at least one triggering target at the vehicle assembly line, and wherein calibrating the cameras is responsive to determining, via processing of captured image data and as the vehicle moves along the vehicle assembly line, presence of at least one triggering target in the field of view of at least one of the cameras.
 20. The method of claim 18, comprising determining a degree of curvature of horizontal lines by detecting edges and points of the provided targets. 